# Multimodal Segmentation on MSD Pancreas

Source: [Multimodal Segmentation on MSD Pancreas](<https://www.sota2.com/research/sota/multimodal-segmentation-on-msd-pancreas>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:40:25.691Z

Evaluation of multimodal segmentation performance on the MSD Pancreas dataset, reporting the Dice Similarity Coefficient (DSC).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multimodal Segmentation |
| Dataset (including any stated split) | MSD Pancreas |
| Metric | DSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [DSC](<https://www.sota2.com/research/sota/multimodal-segmentation-on-msd-pancreas.md?metric=DSC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | DSC | Result date | Report paper |
| --- | --- | --- | --- |
| MAST-Pro | 59.34 | Not recorded | 68fa77821e209131cea73afc |
| Universal Model | 54.72 | Not recorded | 68fa77821e209131cea73afc |
| SegVol | 54.35 | Not recorded | 68fa77821e209131cea73afc |
| ZePT | 53.39 | Not recorded | 68fa77821e209131cea73afc |
| Swin UNETR | 53.24 | Not recorded | 68fa77821e209131cea73afc |
| nnU-Net | 52.75 | Not recorded | 68fa77821e209131cea73afc |
| Med-SAM3D | 40.26 | Not recorded | 68fa77821e209131cea73afc |
| MA-SAM | 31.22 | Not recorded | 68fa77821e209131cea73afc |

### MAST-Pro

DSC: 59.34. Result ID: 699498ea3a6c3148491e4c30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Universal Model

DSC: 54.72. Result ID: 699498ea3a6c3148491e4c2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e31e209131cea5eb0d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SegVol

DSC: 54.35. Result ID: 699498ea3a6c3148491e4c2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f01e209131cea701c0.md>)

[Implementation](<https://github.com/BAAI-DCAI/SegVol>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ZePT

DSC: 53.39. Result ID: 699498ea3a6c3148491e4c2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea579a7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Swin UNETR

DSC: 53.24. Result ID: 699498ea3a6c3148491e4c2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea3234f.md>)

[Implementation](<https://monai.io/research/swin-unetr>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### nnU-Net

DSC: 52.75. Result ID: 699498ea3a6c3148491e4c29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Med-SAM3D

DSC: 40.26. Result ID: 699498ea3a6c3148491e4c2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c81e209131cea63c72.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MA-SAM

DSC: 31.22. Result ID: 699498ea3a6c3148491e4c2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77821e209131cea73afc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709b1e209131cea4c343.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.